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Diffeomorphic Independent Contrasts for Ancestral Reconstruction of Shapes
Michael Lind Severinsen1, Morten Akhøj2, Rasmus Nielsen1,3
1GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen 1350, Denmark.
We developed Diffeomorphic Independent Contrasts for Ancestral Reconstruction of Shapes (DICAROS), a novel method for reconstructing ancestral shapes in evolutionary biology. DICAROS accurately models complex morphological changes and outperforms existing methods, especially for non-symmetric phylogenetic trees.
Area of Science:
- Evolutionary Biology
- Morphometrics
- Phylogenetics
Background:
- Ancestral state reconstruction is crucial for understanding evolution but current methods oversimplify shape relationships.
- Existing approaches often fail to incorporate landmark correlations within anatomical features.
- Linear assumptions in current models limit their accuracy in capturing complex morphological changes.
Purpose of the Study:
- To introduce a novel method, DICAROS, for accurate ancestral shape reconstruction.
- To combine Large Deformation Diffeomorphic Metric Mapping (LDDMM) with Felsenstein's Independent Contrasts (IC) for improved ancestral state estimation.
- To validate DICAROS against existing methods and apply it to Lepidoptera morphology.
Main Methods:
- Developed Diffeomorphic Independent Contrasts for Ancestral Reconstruction of Shapes (DICAROS).
- Integrated LDDMM for smooth, invertible shape transformations with landmark preservation.
- Utilized Felsenstein's Independent Contrasts (IC) for iterative ancestral shape reconstruction on phylogenetic trees.
Main Results:
- DICAROS demonstrated superior accuracy compared to Ordinary Least Squares, Maximum Likelihood under Brownian Motion, and ridge archetypal penalized likelihood.
- The method successfully reconstructed ancestral shapes and visualized evolutionary trajectories in swallowtail butterflies (Papilionidae).
- DICAROS accurately depicted the evolutionary transition between untailed and tailed Papilionidae species.
Conclusions:
- DICAROS offers a more accurate reconstruction of ancestral shapes, particularly for non-symmetric phylogenetic trees.
- The method provides a robust framework for analyzing complex morphological evolution.
- DICAROS enables visualization of evolutionary trajectories and hypothetical ancestral morphologies.
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